MCP Server Quality Scores
Independent quality analysis of 48148 public MCP servers
Last updated 1 hour, 37 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23151 |
|
C 61 3⁄3 | ||||||||
| 23152 |
Provides access to Formula 1 data including driver and constructor championship…
|
C 61 4⁄4 | ||||||||
| 23153 |
A FastAPI-based microservice that analyzes job URLs and extracts detailed compa…
|
C 61 4⁄4 | ||||||||
| 23154 |
Enables enhanced decision-making through hierarchical LLM analysis, using three…
|
C 61 4⁄4 | ||||||||
| 23155 |
Enables interaction with Android devices via the Android Debug Bridge (ADB), al…
|
C 61 4⁄3 | ||||||||
| 23156 |
rememex
Claim
semantic search for your local files find by meaning, not keywords. 120+ file t…
|
C 61 4⁄3 | ||||||||
| 23157 |
Integrates 6 Korean public procurement APIs to search, analyze, and manage proc…
|
C 61 3⁄3 | ||||||||
| 23158 |
Generates DeepWiki-style documentation for private code repositories with RAG-b…
|
C 61 4⁄3 | ||||||||
| 23159 |
An auto-generated MCP server that enables interaction with Google Cloud Private…
|
C 61 4⁄3 | ||||||||
| 23160 |
Production-ready MCP server for AI-driven console automation and monitoring. 40…
|
C 61 4⁄3 | ||||||||
| 23161 |
csharp-runner
Claim
fast, secure c# runner
|
C 61 3⁄3 | ||||||||
| 23162 |
Graphiti MCP Server
|
C 61 4⁄4 | ||||||||
| 23163 |
Provides tools for obtaining system CPU and memory statistics through FastAPI e…
|
C 61 4⁄3 | ||||||||
| 23164 |
A Node.js implementation that enables browsing Git repositories through the Mod…
|
C 61 4⁄4 | ||||||||
| 23165 |
MCP server for Porkbun domains and DNS.
|
C 61 4⁄3 | ||||||||
| 23166 |
MCP server for Runrun.it: Tasks, Comments, Projects
|
C 61 4⁄3 | ||||||||
| 23167 |
MCP server for YandexGPT — completions, embeddings, classification, summarizati…
|
C 61 3⁄3 | ||||||||
| 23168 |
A demo MCP server with tools for getting weather via wttr.in and executing read…
|
C 61 3⁄3 | ||||||||
| 23169 |
Enables querying real-time stock prices, gold, crypto, interest rates, portfoli…
|
C 61 3⁄3 | ||||||||
| 23170 |
Enables interaction with GitHub repositories through the GitHub API using fastM…
|
C 61 4⁄4 | ||||||||
| 23171 |
A FastAPI-based application that implements the Model Context Protocol for lead…
|
C 61 4⁄4 | ||||||||
| 23172 |
MCP server for Styx — intelligent AI routing across OpenAI, Anthropic, Google, …
|
C 61 4⁄3 | ||||||||
| 23173 |
An MCP server that provides tools for frontend development, including i18n issu…
|
C 61 3⁄3 | ||||||||
| 23174 |
mcprouter
Claim
api router for MCP Servers
|
C 61 4⁄3 | ||||||||
| 23175 |
MCP Email Service
Claim
Enables multi-account email management with AI-powered monitoring, intelligent …
|
C 61 4⁄4 | ||||||||
| 23176 |
Credential isolation proxy for AI agents. Injects secrets at the network bounda…
|
C 61 4⁄3 | ||||||||
| 23177 |
Enables AI systems to perform full-text and semantic search operations over str…
|
C 61 4⁄4 | ||||||||
| 23178 |
mcp-server
Claim
Run untrusted Python/JavaScript code in WebAssembly sandboxes.
|
C 61 4⁄4 | ||||||||
| 23179 |
|
C 61 4⁄3 | ||||||||
| 23180 |
Non-custodial x402 payment layer for AI agents. Agents sign transactions from t…
|
C 61 4⁄3 | ||||||||
| 23181 |
A Model Context Protocol (MCP) server built with the mcp-framework for developi…
|
C 61 4⁄3 | ||||||||
| 23182 |
mcp_on_ruby
Claim
💎 A Ruby implementation of the Model Context Protocol
|
C 61 4⁄3 | ||||||||
| 23183 |
MCP server for Hotkeyless AHK HTTP API. It lets your agent control your whole c…
|
C 61 3⁄3 | ||||||||
| 23184 |
Getting Started with Remote MCP Servers using Azure Functions (Python)
|
C 61 4⁄3 | ||||||||
| 23185 |
A Model Context Protocol server for Atlassian Jira and Confluence that supports…
|
C 61 4⁄4 | ||||||||
| 23186 |
Enables AI assistants to interact with Databricks Genie Spaces through MCP tool…
|
C 61 4⁄4 | ||||||||
| 23187 |
Project-scoped semantic workspace memory for AI coding assistants. Watches your…
|
C 61 4⁄4 | ||||||||
| 23188 |
Live Marketing Data MCP
Claim
Connect AI assistants to live Meta Ads, GA4, and Google Search Console data. 10…
|
C 61 3⁄3 | ||||||||
| 23189 |
Allows AI assistants to manage Docker containers, Linux virtual machines, and K…
|
C 61 4⁄3 | ||||||||
| 23190 |
A simple note-taking MCP server that stores notes and can generate summaries of…
|
C 61 4⁄3 | ||||||||
| 23191 |
Enables comprehensive management of Tailscale networks including device managem…
|
C 61 4⁄4 | ||||||||
| 23192 |
nvim-gemini-companion
Claim
A Neovim plugin to integrate Gemini CLI well (+ Qwen-code now)
|
C 61 3⁄3 | ||||||||
| 23193 |
Enables LLM tools to control iOS Simulator, manage Expo/Metro development serve…
|
C 61 4⁄3 | ||||||||
| 23194 |
Experimental code intelligence platform for Claude Code with AST parsing and co…
|
C 61 4⁄3 | ||||||||
| 23195 |
A TypeScript implementation of the MCP Agent framework, providing tools for bui…
|
C 61 4⁄3 | ||||||||
| 23196 |
Popup MCP
Claim
A cross-platform MCP server that provides native popup windows for AI agents to…
|
C 61 4⁄3 | ||||||||
| 23197 |
Manage and organize tasks efficiently with AI agent integration. Create, update…
|
C 61 4⁄3 | ||||||||
| 23198 |
Provides tools for managing quantitative research knowledge graphs, enabling st…
|
C 61 4⁄4 | ||||||||
| 23199 |
18 tools: agent memory, API drift detection, and HMAC-signed trust receipts
|
C 61 3⁄3 | ||||||||
| 23200 |
Enables interaction with Slack workspaces to manage channels, post messages, ad…
|
C 61 4⁄4 | ||||||||